Full EDA Report

Dataset statistics

Number of variables	16
Number of observations	3476
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	434.6 KiB
Average record size in memory	128.0 B

Variable types

Numeric	12
Categorical	4

Alerts

`green_cover_percentage` is highly overall correlated with `urban_sustainability_score`	High correlation
`urban_sustainability_score` is highly overall correlated with `green_cover_percentage`	High correlation
`building_density` has unique values	Unique
`road_connectivity` has unique values	Unique
`public_transport_access` has unique values	Unique
`green_cover_percentage` has unique values	Unique
`carbon_footprint` has unique values	Unique
`crime_rate` has unique values	Unique
`avg_income` has unique values	Unique
`renewable_energy_usage` has unique values	Unique
`disaster_risk_index` has unique values	Unique
`urban_sustainability_score` has unique values	Unique

Reproduction

Analysis started	2025-11-25 21:44:30.302919
Analysis finished	2025-11-25 21:44:42.876325
Duration	12.57 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

building_density
Real number (ℝ)

Unique

Distinct	3476
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4963454

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	27.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.050621474
Q1	0.24973999
median	0.4954391
Q3	0.74567135
95-th percentile	0.94947314
Maximum	1
Range	1
Interquartile range (IQR)	0.49593136

Descriptive statistics

Standard deviation	0.28777043
Coefficient of variation (CV)	0.57977859
Kurtosis	-1.1937939
Mean	0.4963454
Median Absolute Deviation (MAD)	0.24714864
Skewness	0.00546964
Sum	1725.2966
Variance	0.082811823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3679147242	1	< 0.1%
0.4143061844	1	< 0.1%
0.8279020716	1	< 0.1%
0.7339359024	1	< 0.1%
0.7696426239	1	< 0.1%
0.0110246341	1	< 0.1%
0.4163313493	1	< 0.1%
0.4815511081	1	< 0.1%
0.01918935272	1	< 0.1%
0.2599195597	1	< 0.1%
Other values (3466)	3466	99.7%

Value	Count	Frequency (%)
0	1	< 0.1%
1.909275682 × 10^-5	1	< 0.1%
0.0001231141345	1	< 0.1%
0.0002155012857	1	< 0.1%
0.0005865703422	1	< 0.1%
0.0006420474515	1	< 0.1%
0.0009322036689	1	< 0.1%
0.001100959201	1	< 0.1%
0.001342600409	1	< 0.1%
0.001462851365	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9993346067	1	< 0.1%
0.9987892585	1	< 0.1%
0.9982623637	1	< 0.1%
0.9981908645	1	< 0.1%
0.9980697179	1	< 0.1%
0.9976791431	1	< 0.1%
0.9976235719	1	< 0.1%
0.9973905296	1	< 0.1%
0.9969672289	1	< 0.1%

road_connectivity
Real number (ℝ)

Unique

Distinct	3476
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49020495

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	27.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.051348155
Q1	0.2416857
median	0.48317621
Q3	0.73419042
95-th percentile	0.94765583
Maximum	1
Range	1
Interquartile range (IQR)	0.49250472

Descriptive statistics

Standard deviation	0.28748364
Coefficient of variation (CV)	0.586456
Kurtosis	-1.1791254
Mean	0.49020495
Median Absolute Deviation (MAD)	0.24537602
Skewness	0.058398775
Sum	1703.9524
Variance	0.08264684
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3938214451	1	< 0.1%
0.6084451562	1	< 0.1%
0.4446794903	1	< 0.1%
0.7427084854	1	< 0.1%
0.2282683709	1	< 0.1%
0.05826244611	1	< 0.1%
0.2999224293	1	< 0.1%
0.4744378753	1	< 0.1%
0.1679100717	1	< 0.1%
0.3548331697	1	< 0.1%
Other values (3466)	3466	99.7%

Value	Count	Frequency (%)
0	1	< 0.1%
1.931256383 × 10^-6	1	< 0.1%
0.0001606647107	1	< 0.1%
0.0001694169541	1	< 0.1%
0.0004762256316	1	< 0.1%
0.0005489347548	1	< 0.1%
0.001044235683	1	< 0.1%
0.001188265626	1	< 0.1%
0.002108114194	1	< 0.1%
0.002782037561	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9998895332	1	< 0.1%
0.99974642	1	< 0.1%
0.9994435845	1	< 0.1%
0.9993317333	1	< 0.1%
0.9990994228	1	< 0.1%
0.9982101856	1	< 0.1%
0.9979606667	1	< 0.1%
0.9973865639	1	< 0.1%
0.9972204279	1	< 0.1%

public_transport_access
Real number (ℝ)

Unique

Distinct	3476
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50139719

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	27.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.047907428
Q1	0.25609265
median	0.49916793
Q3	0.75205094
95-th percentile	0.94527923
Maximum	1
Range	1
Interquartile range (IQR)	0.49595828

Descriptive statistics

Standard deviation	0.28716266
Coefficient of variation (CV)	0.5727249
Kurtosis	-1.1867361
Mean	0.50139719
Median Absolute Deviation (MAD)	0.24709994
Skewness	-0.0051865232
Sum	1742.8566
Variance	0.082462391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4281290526	1	< 0.1%
0.6584809301	1	< 0.1%
0.2638534125	1	< 0.1%
0.01202167206	1	< 0.1%
0.519081592	1	< 0.1%
0.6059366891	1	< 0.1%
0.9631833123	1	< 0.1%
0.589641817	1	< 0.1%
0.4712986476	1	< 0.1%
0.5735665373	1	< 0.1%
Other values (3466)	3466	99.7%

Value	Count	Frequency (%)
0	1	< 0.1%
0.0001049574899	1	< 0.1%
0.0001881189996	1	< 0.1%
0.0008533322572	1	< 0.1%
0.0008905536687	1	< 0.1%
0.002088885399	1	< 0.1%
0.002402671618	1	< 0.1%
0.002580308188	1	< 0.1%
0.003069989859	1	< 0.1%
0.003336287577	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9998319207	1	< 0.1%
0.9996617892	1	< 0.1%
0.9990764786	1	< 0.1%
0.9989437129	1	< 0.1%
0.9989378186	1	< 0.1%
0.9988866206	1	< 0.1%
0.9987475532	1	< 0.1%
0.9982412615	1	< 0.1%
0.9981104653	1	< 0.1%

air_quality_index
Real number (ℝ)

Distinct	499
Distinct (%)	14.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49444459

Minimum	0
Maximum	1
Zeros	6
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	27.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.046092184
Q1	0.24649299
median	0.48897796
Q3	0.74549098
95-th percentile	0.94789579
Maximum	1
Range	1
Interquartile range (IQR)	0.498998

Descriptive statistics

Standard deviation	0.28718516
Coefficient of variation (CV)	0.58082376
Kurtosis	-1.1832201
Mean	0.49444459
Median Absolute Deviation (MAD)	0.24849699
Skewness	0.015452612
Sum	1718.6894
Variance	0.082475317
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2224448898	17	0.5%
0.5370741483	14	0.4%
0.4228456914	14	0.4%
0.4909819639	14	0.4%
0.4348697395	14	0.4%
0.02805611222	14	0.4%
0.4408817635	14	0.4%
0.2905811623	14	0.4%
0.7975951904	13	0.4%
0.8997995992	13	0.4%
Other values (489)	3335	95.9%

Value	Count	Frequency (%)
0	6	0.2%
0.002004008016	9	0.3%
0.004008016032	8	0.2%
0.006012024048	12	0.3%
0.008016032064	5	0.1%
0.01002004008	11	0.3%
0.0120240481	7	0.2%
0.01402805611	5	0.1%
0.01603206413	7	0.2%
0.01803607214	9	0.3%

Value	Count	Frequency (%)
1	5	0.1%
0.997995992	3	0.1%
0.995991984	9	0.3%
0.993987976	7	0.2%
0.9919839679	5	0.1%
0.9899799599	7	0.2%
0.9879759519	7	0.2%
0.9859719439	13	0.4%
0.9839679359	9	0.3%
0.9819639279	6	0.2%

green_cover_percentage
Real number (ℝ)

High correlation Unique

Distinct	3476
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50557905

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	27.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.046079269
Q1	0.25676098
median	0.51360553
Q3	0.75763665
95-th percentile	0.9484621
Maximum	1
Range	1
Interquartile range (IQR)	0.50087567

Descriptive statistics

Standard deviation	0.2883946
Coefficient of variation (CV)	0.57042436
Kurtosis	-1.1840865
Mean	0.50557905
Median Absolute Deviation (MAD)	0.24885221
Skewness	-0.044935447
Sum	1757.3928
Variance	0.083171447
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2385545145	1	< 0.1%
0.9176813942	1	< 0.1%
0.0778827508	1	< 0.1%
0.4273026619	1	< 0.1%
0.5323206357	1	< 0.1%
0.8987350498	1	< 0.1%
0.9977706614	1	< 0.1%
0.7533824894	1	< 0.1%
0.9708566156	1	< 0.1%
0.7871065559	1	< 0.1%
Other values (3466)	3466	99.7%

Value	Count	Frequency (%)
0	1	< 0.1%
5.729619626 × 10^-5	1	< 0.1%
7.773023549 × 10^-5	1	< 0.1%
0.0003018289822	1	< 0.1%
0.0006014399952	1	< 0.1%
0.0008937889677	1	< 0.1%
0.001067764323	1	< 0.1%
0.00117365832	1	< 0.1%
0.001472850166	1	< 0.1%
0.003127416946	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9998802781	1	< 0.1%
0.9995340877	1	< 0.1%
0.9992244859	1	< 0.1%
0.9987226396	1	< 0.1%
0.9983436067	1	< 0.1%
0.9982493375	1	< 0.1%
0.9979592128	1	< 0.1%
0.9977706614	1	< 0.1%
0.9973949313	1	< 0.1%

carbon_footprint
Real number (ℝ)

Unique

Distinct	3476
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50965726

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	27.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.055262007
Q1	0.26928702
median	0.50702976
Q3	0.75521027
95-th percentile	0.95503076
Maximum	1
Range	1
Interquartile range (IQR)	0.48592325

Descriptive statistics

Standard deviation	0.2881386
Coefficient of variation (CV)	0.56535759
Kurtosis	-1.1788428
Mean	0.50965726
Median Absolute Deviation (MAD)	0.2437702
Skewness	-0.025621907
Sum	1771.5686
Variance	0.083023854
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9219495824	1	< 0.1%
0.17821323	1	< 0.1%
0.2951593395	1	< 0.1%
0.9759000594	1	< 0.1%
0.3708558578	1	< 0.1%
0.02196627497	1	< 0.1%
0.1471407706	1	< 0.1%
0.02574612379	1	< 0.1%
0.990044335	1	< 0.1%
0.278465333	1	< 0.1%
Other values (3466)	3466	99.7%

Value	Count	Frequency (%)
0	1	< 0.1%
0.0003876440443	1	< 0.1%
0.0006322717161	1	< 0.1%
0.001470092178	1	< 0.1%
0.001911541464	1	< 0.1%
0.002140945119	1	< 0.1%
0.00255757209	1	< 0.1%
0.002752780767	1	< 0.1%
0.002774405024	1	< 0.1%
0.00299482149	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.999427614	1	< 0.1%
0.9990708359	1	< 0.1%
0.9989538469	1	< 0.1%
0.9988219428	1	< 0.1%
0.9983791522	1	< 0.1%
0.9980364301	1	< 0.1%
0.9980249526	1	< 0.1%
0.9978284962	1	< 0.1%
0.9974712392	1	< 0.1%

population_density
Real number (ℝ)

Distinct	3061
Distinct (%)	88.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50215805

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	27.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.050531181
Q1	0.25441501
median	0.50562224
Q3	0.75037942
95-th percentile	0.94691639
Maximum	1
Range	1
Interquartile range (IQR)	0.4959644

Descriptive statistics

Standard deviation	0.28691178
Coefficient of variation (CV)	0.57135752
Kurtosis	-1.1906657
Mean	0.50215805
Median Absolute Deviation (MAD)	0.24744757
Skewness	-0.01943774
Sum	1745.5014
Variance	0.082318367
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7007450331	4	0.1%
0.07346854305	4	0.1%
0.5718818985	3	0.1%
0.5176600442	3	0.1%
0.07264072848	3	0.1%
0.4344646799	3	0.1%
0.6967439294	3	0.1%
0.7180601545	3	0.1%
0.2722130243	3	0.1%
0.7219922737	3	0.1%
Other values (3051)	3444	99.1%

Value	Count	Frequency (%)
0	1	< 0.1%
6.898454746 × 10^-5	1	< 0.1%
0.0005518763797	1	< 0.1%
0.001034768212	1	< 0.1%
0.001655629139	1	< 0.1%
0.001724613687	1	< 0.1%
0.001793598234	1	< 0.1%
0.002000551876	1	< 0.1%
0.003035320088	1	< 0.1%
0.003380242826	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9999310155	1	< 0.1%
0.9998620309	1	< 0.1%
0.9994481236	1	< 0.1%
0.9989652318	1	< 0.1%
0.99848234	2	0.1%
0.9979994481	1	< 0.1%
0.997861479	1	< 0.1%
0.9977924945	1	< 0.1%
0.9975855408	1	< 0.1%

crime_rate
Real number (ℝ)

Unique

Distinct	3476
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49965919

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	27.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.056823658
Q1	0.25569733
median	0.49904509
Q3	0.73929325
95-th percentile	0.952198
Maximum	1
Range	1
Interquartile range (IQR)	0.48359592

Descriptive statistics

Standard deviation	0.28455273
Coefficient of variation (CV)	0.56949365
Kurtosis	-1.1600715
Mean	0.49965919
Median Absolute Deviation (MAD)	0.24163972
Skewness	0.016448579
Sum	1736.8153
Variance	0.080970258
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5471597536	1	< 0.1%
0.7640424476	1	< 0.1%
0.5757364755	1	< 0.1%
0.8267265319	1	< 0.1%
0.1275424563	1	< 0.1%
0.4357891199	1	< 0.1%
0.609707101	1	< 0.1%
0.676337515	1	< 0.1%
0.6961353212	1	< 0.1%
0.7293363449	1	< 0.1%
Other values (3466)	3466	99.7%

Value	Count	Frequency (%)
0	1	< 0.1%
8.468640386 × 10^-5	1	< 0.1%
0.0009819570268	1	< 0.1%
0.001337871325	1	< 0.1%
0.001340969439	1	< 0.1%
0.001543274452	1	< 0.1%
0.001595852498	1	< 0.1%
0.001972581878	1	< 0.1%
0.002871793528	1	< 0.1%
0.003139767792	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9998258881	1	< 0.1%
0.9993418937	1	< 0.1%
0.9989336535	1	< 0.1%
0.9986787213	1	< 0.1%
0.9985311417	1	< 0.1%
0.9985052064	1	< 0.1%
0.9981196169	1	< 0.1%
0.9980959825	1	< 0.1%
0.9980538863	1	< 0.1%

avg_income
Real number (ℝ)

Unique

Distinct	3476
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49155569

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	27.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.047487835
Q1	0.24224419
median	0.49645737
Q3	0.73065557
95-th percentile	0.94382446
Maximum	1
Range	1
Interquartile range (IQR)	0.48841137

Descriptive statistics

Standard deviation	0.28548412
Coefficient of variation (CV)	0.58077677
Kurtosis	-1.180284
Mean	0.49155569
Median Absolute Deviation (MAD)	0.24179979
Skewness	0.018144268
Sum	1708.6476
Variance	0.081501185
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.932412177	1	< 0.1%
0.9032413591	1	< 0.1%
0.2080981429	1	< 0.1%
0.2589509212	1	< 0.1%
0.1803943446	1	< 0.1%
0.1960134062	1	< 0.1%
0.9081270157	1	< 0.1%
0.9314128396	1	< 0.1%
0.05179434962	1	< 0.1%
0.5937332428	1	< 0.1%
Other values (3466)	3466	99.7%

Value	Count	Frequency (%)
0	1	< 0.1%
0.0001157949679	1	< 0.1%
0.0001202033863	1	< 0.1%
0.0002193234338	1	< 0.1%
0.001118220201	1	< 0.1%
0.001932712129	1	< 0.1%
0.002049525356	1	< 0.1%
0.002810126078	1	< 0.1%
0.00298702188	1	< 0.1%
0.003147138363	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9999027311	1	< 0.1%
0.999813106	1	< 0.1%
0.999714856	1	< 0.1%
0.9994412269	1	< 0.1%
0.9992378004	1	< 0.1%
0.9987208048	1	< 0.1%
0.9982440527	1	< 0.1%
0.9980479732	1	< 0.1%
0.9977297951	1	< 0.1%

renewable_energy_usage
Real number (ℝ)

Unique

Distinct	3476
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49988076

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	27.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.052671125
Q1	0.24510742
median	0.49826447
Q3	0.75226283
95-th percentile	0.95181186
Maximum	1
Range	1
Interquartile range (IQR)	0.50715542

Descriptive statistics

Standard deviation	0.29014559
Coefficient of variation (CV)	0.58042959
Kurtosis	-1.2225661
Mean	0.49988076
Median Absolute Deviation (MAD)	0.25362447
Skewness	0.01057443
Sum	1737.5855
Variance	0.084184462
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3823578427	1	< 0.1%
0.3771665974	1	< 0.1%
0.2379489953	1	< 0.1%
0.8765385547	1	< 0.1%
0.6790059855	1	< 0.1%
0.2799657172	1	< 0.1%
0.2421344781	1	< 0.1%
0.01789197456	1	< 0.1%
0.3466310208	1	< 0.1%
0.5268805084	1	< 0.1%
Other values (3466)	3466	99.7%

Value	Count	Frequency (%)
0	1	< 0.1%
0.0003323064028	1	< 0.1%
0.0007473703402	1	< 0.1%
0.001397964319	1	< 0.1%
0.001456884895	1	< 0.1%
0.001895156325	1	< 0.1%
0.004047021368	1	< 0.1%
0.004280241811	1	< 0.1%
0.004522048539	1	< 0.1%
0.005397637035	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9999651137	1	< 0.1%
0.9990839537	1	< 0.1%
0.9990480021	1	< 0.1%
0.9989401146	1	< 0.1%
0.9988771292	1	< 0.1%
0.9987137108	1	< 0.1%
0.9986489777	1	< 0.1%
0.9980103098	1	< 0.1%
0.9976911148	1	< 0.1%

disaster_risk_index
Real number (ℝ)

Unique

Distinct	3476
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49400249

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	27.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.049594006
Q1	0.24349357
median	0.49368825
Q3	0.73916262
95-th percentile	0.94691578
Maximum	1
Range	1
Interquartile range (IQR)	0.49566905

Descriptive statistics

Standard deviation	0.2877195
Coefficient of variation (CV)	0.58242522
Kurtosis	-1.203131
Mean	0.49400249
Median Absolute Deviation (MAD)	0.24816244
Skewness	0.035397822
Sum	1717.1526
Variance	0.082782514
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4462417076	1	< 0.1%
0.936824067	1	< 0.1%
0.4630543749	1	< 0.1%
0.2042933488	1	< 0.1%
0.1514206593	1	< 0.1%
0.9940211488	1	< 0.1%
0.3339293086	1	< 0.1%
0.1600820928	1	< 0.1%
0.008404711018	1	< 0.1%
0.2856257721	1	< 0.1%
Other values (3466)	3466	99.7%

Value	Count	Frequency (%)
0	1	< 0.1%
9.205278477 × 10^-5	1	< 0.1%
0.0001745400376	1	< 0.1%
0.0008763796749	1	< 0.1%
0.001021822817	1	< 0.1%
0.001244859938	1	< 0.1%
0.001766796565	1	< 0.1%
0.001864211431	1	< 0.1%
0.002155033291	1	< 0.1%
0.002215264197	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9994510898	1	< 0.1%
0.9991801932	1	< 0.1%
0.9990481837	1	< 0.1%
0.9987066734	1	< 0.1%
0.9983621622	1	< 0.1%
0.9976642904	1	< 0.1%
0.9971290077	1	< 0.1%
0.9967639901	1	< 0.1%
0.9966563228	1	< 0.1%

land_use_type_Commercial
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	169.9 KiB

0	2599
1	877

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3476
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2599	74.8%
1	877	25.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2599	74.8%
1	877	25.2%

Most occurring characters

Value	Count	Frequency (%)
0	2599	74.8%
1	877	25.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3476	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2599	74.8%
1	877	25.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3476	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2599	74.8%
1	877	25.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3476	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2599	74.8%
1	877	25.2%

land_use_type_Green Space
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	169.9 KiB

0	2618
1	858

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3476
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2618	75.3%
1	858	24.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2618	75.3%
1	858	24.7%

Most occurring characters

Value	Count	Frequency (%)
0	2618	75.3%
1	858	24.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3476	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2618	75.3%
1	858	24.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3476	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2618	75.3%
1	858	24.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3476	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2618	75.3%
1	858	24.7%

land_use_type_Industrial
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	169.9 KiB

0	2635
1	841

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3476
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	2635	75.8%
1	841	24.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2635	75.8%
1	841	24.2%

Most occurring characters

Value	Count	Frequency (%)
0	2635	75.8%
1	841	24.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3476	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2635	75.8%
1	841	24.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3476	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2635	75.8%
1	841	24.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3476	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2635	75.8%
1	841	24.2%

land_use_type_Residential
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	169.9 KiB

0	2576
1	900

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3476
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2576	74.1%
1	900	25.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2576	74.1%
1	900	25.9%

Most occurring characters

Value	Count	Frequency (%)
0	2576	74.1%
1	900	25.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3476	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2576	74.1%
1	900	25.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3476	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2576	74.1%
1	900	25.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3476	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2576	74.1%
1	900	25.9%

urban_sustainability_score
Real number (ℝ)

High correlation Unique

Distinct	3476
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.48287127

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	27.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2046313
Q1	0.36020222
median	0.4825175
Q3	0.60662513
95-th percentile	0.76016675
Maximum	1
Range	1
Interquartile range (IQR)	0.24642291

Descriptive statistics

Standard deviation	0.16939136
Coefficient of variation (CV)	0.35080025
Kurtosis	-0.41724027
Mean	0.48287127
Median Absolute Deviation (MAD)	0.12305815
Skewness	-0.0081400572
Sum	1678.4605
Variance	0.028693434
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2592390248	1	< 0.1%
0.57692348	1	< 0.1%
0.2528439853	1	< 0.1%
0.4090016518	1	< 0.1%
0.6863762761	1	< 0.1%
0.5996377771	1	< 0.1%
0.7580927575	1	< 0.1%
0.6033381535	1	< 0.1%
0.59714621	1	< 0.1%
0.6666966781	1	< 0.1%
Other values (3466)	3466	99.7%

Value	Count	Frequency (%)
0	1	< 0.1%
0.01340087316	1	< 0.1%
0.02776032196	1	< 0.1%
0.02819174367	1	< 0.1%
0.0304865194	1	< 0.1%
0.03776576473	1	< 0.1%
0.03939009628	1	< 0.1%
0.04050021121	1	< 0.1%
0.04706991953	1	< 0.1%
0.05686495782	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9832778845	1	< 0.1%
0.9685993225	1	< 0.1%
0.9653892486	1	< 0.1%
0.96305791	1	< 0.1%
0.9626427429	1	< 0.1%
0.9558260801	1	< 0.1%
0.9416964426	1	< 0.1%
0.9242097129	1	< 0.1%
0.9228310141	1	< 0.1%

	air_quality_index	avg_income	building_density	carbon_footprint	crime_rate	disaster_risk_index	green_cover_percentage	land_use_type_Commercial	land_use_type_Green Space	land_use_type_Industrial	land_use_type_Residential	population_density	public_transport_access	renewable_energy_usage	road_connectivity	urban_sustainability_score
air_quality_index	1.000	-0.014	0.028	-0.014	-0.007	-0.041	-0.010	0.000	0.000	0.000	0.028	0.010	-0.011	0.017	-0.007	0.020
avg_income	-0.014	1.000	-0.007	0.001	-0.001	-0.007	0.036	0.039	0.022	0.006	0.010	-0.005	0.004	-0.020	-0.009	0.023
building_density	0.028	-0.007	1.000	-0.011	0.003	0.002	-0.010	0.000	0.000	0.000	0.000	-0.003	0.017	0.016	-0.014	0.009
carbon_footprint	-0.014	0.001	-0.011	1.000	0.021	0.009	0.010	0.064	0.000	0.000	0.018	0.004	0.043	-0.027	-0.027	-0.329
crime_rate	-0.007	-0.001	0.003	0.021	1.000	-0.009	0.013	0.037	0.000	0.000	0.032	0.011	0.005	0.017	-0.023	-0.194
disaster_risk_index	-0.041	-0.007	0.002	0.009	-0.009	1.000	-0.022	0.002	0.035	0.000	0.037	-0.007	0.006	-0.003	-0.007	-0.339
green_cover_percentage	-0.010	0.036	-0.010	0.010	0.013	-0.022	1.000	0.008	0.000	0.030	0.032	-0.012	0.003	0.040	0.002	0.694
land_use_type_Commercial	0.000	0.039	0.000	0.064	0.037	0.002	0.008	1.000	0.331	0.327	0.342	0.049	0.000	0.000	0.033	0.000
land_use_type_Green Space	0.000	0.022	0.000	0.000	0.000	0.035	0.000	0.331	1.000	0.322	0.337	0.036	0.000	0.000	0.000	0.039
land_use_type_Industrial	0.000	0.006	0.000	0.000	0.000	0.000	0.030	0.327	0.322	1.000	0.333	0.016	0.000	0.053	0.000	0.000
land_use_type_Residential	0.028	0.010	0.000	0.018	0.032	0.037	0.032	0.342	0.337	0.333	1.000	0.021	0.000	0.027	0.000	0.000
population_density	0.010	-0.005	-0.003	0.004	0.011	-0.007	-0.012	0.049	0.036	0.016	0.021	1.000	-0.017	-0.009	-0.002	-0.020
public_transport_access	-0.011	0.004	0.017	0.043	0.005	0.006	0.003	0.000	0.000	0.000	0.000	-0.017	1.000	-0.008	0.017	0.194
renewable_energy_usage	0.017	-0.020	0.016	-0.027	0.017	-0.003	0.040	0.000	0.000	0.053	0.027	-0.009	-0.008	1.000	-0.012	0.472
road_connectivity	-0.007	-0.009	-0.014	-0.027	-0.023	-0.007	0.002	0.033	0.000	0.000	0.000	-0.002	0.017	-0.012	1.000	0.013
urban_sustainability_score	0.020	0.023	0.009	-0.329	-0.194	-0.339	0.694	0.000	0.039	0.000	0.000	-0.020	0.194	0.472	0.013	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	building_density	road_connectivity	public_transport_access	air_quality_index	green_cover_percentage	carbon_footprint	population_density	crime_rate	avg_income	renewable_energy_usage	disaster_risk_index	land_use_type_Commercial	land_use_type_Green Space	land_use_type_Industrial	land_use_type_Residential	urban_sustainability_score
0	0.367915	0.393821	0.428129	0.414830	0.238555	0.921950	0.126449	0.547160	0.932412	0.382358	0.446242	0	0	1	0	0.259239
1	0.414306	0.608445	0.658481	0.490982	0.917681	0.178213	0.325124	0.764042	0.903241	0.377167	0.936824	0	1	0	0	0.576923
2	0.827902	0.444679	0.263853	0.264529	0.077883	0.295159	0.042150	0.575736	0.208098	0.237949	0.463054	0	0	0	1	0.252844
3	0.733936	0.742708	0.012022	0.486974	0.427303	0.975900	0.663838	0.826727	0.258951	0.876539	0.204293	0	0	1	0	0.409002
4	0.769643	0.228268	0.519082	0.945892	0.532321	0.370856	0.429912	0.127542	0.180394	0.679006	0.151421	0	0	1	0	0.686376
5	0.011025	0.058262	0.605937	0.587174	0.898735	0.021966	0.388107	0.435789	0.196013	0.279966	0.994021	0	1	0	0	0.599638
6	0.416331	0.299922	0.963183	0.971944	0.997771	0.147141	0.060292	0.609707	0.908127	0.242134	0.333929	0	0	0	1	0.758093
7	0.481551	0.474438	0.589642	0.867735	0.753382	0.025746	0.742619	0.676338	0.931413	0.017892	0.160082	0	0	0	1	0.603338
8	0.019189	0.167910	0.471299	0.074148	0.970857	0.990044	0.643143	0.696135	0.051794	0.346631	0.008405	0	0	1	0	0.597146
9	0.259920	0.354833	0.573567	0.717435	0.787107	0.278465	0.900938	0.729336	0.593733	0.526881	0.285626	1	0	0	0	0.666697

	building_density	road_connectivity	public_transport_access	air_quality_index	green_cover_percentage	carbon_footprint	population_density	crime_rate	avg_income	renewable_energy_usage	disaster_risk_index	land_use_type_Commercial	land_use_type_Green Space	land_use_type_Industrial	land_use_type_Residential	urban_sustainability_score
3466	0.977050	0.009008	0.013612	0.162325	0.243651	0.922266	0.248620	0.409433	0.104600	0.878868	0.068330	0	0	1	0	0.429608
3467	0.377361	0.808547	0.077625	0.152305	0.348959	0.195841	0.347406	0.295067	0.950119	0.030336	0.435197	1	0	0	0	0.342524
3468	0.802193	0.176091	0.391791	0.116232	0.162401	0.884282	0.017591	0.053876	0.182411	0.871983	0.391537	0	0	1	0	0.435959
3469	0.434717	0.606449	0.153980	0.456914	0.229877	0.400548	0.084092	0.521008	0.414412	0.697880	0.177642	0	0	0	1	0.461650
3470	0.869917	0.336944	0.376910	0.180361	0.076341	0.832762	0.992412	0.817038	0.215124	0.170745	0.133621	0	1	0	0	0.176773
3471	0.180728	0.585702	0.628368	0.707415	0.919950	0.671551	0.044702	0.851829	0.860577	0.025622	0.896746	0	0	1	0	0.380806
3472	0.948105	0.315659	0.547392	0.789579	0.530332	0.175460	0.724890	0.235485	0.749599	0.259946	0.067854	1	0	0	0	0.620052
3473	0.218859	0.086766	0.231211	0.000000	0.396619	0.918116	0.874793	0.599927	0.353556	0.916013	0.099327	0	1	0	0	0.497869
3474	0.326357	0.222883	0.343900	0.537074	0.534952	0.245087	0.167150	0.856336	0.682046	0.668290	0.245095	0	0	0	1	0.572259
3475	0.756524	0.187964	0.614212	0.571142	0.628247	0.243709	0.979581	0.408885	0.184321	0.919710	0.953040	0	0	1	0	0.630099

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample